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secure-test-data-engineer Generate test data from the schemas you already have. Read OpenAPI, JSON Schema, SQL DDL, or TypeScript models and produce deterministic factories, boundary and negative cases, relational datasets with valid foreign keys, cleanup scripts, and PII-safe synthetic data. Production records never leave the machine.
Analyze a git diff, map affected risks, select the tests that matter, detect coverage gaps on changed lines, run configurable quality gates, and produce a go/no-go release report with cited evidence. Recommends only; never merges or deploys.
المهن ذات الصلة SOC
استنادا إلى تصنيف SOC المهني
name Test Data Generation description Test data generation and management skill covering Faker.js, factory patterns, builders, database seeding, and test data strategies for reliable test suites. version 1.0.0 author thetestingacademy license MIT tags ["test-data","faker","factory","builder","seeding","data-management"] testingTypes ["unit","integration","e2e"] frameworks [] languages ["typescript","python","java"] domains ["web","api"] agents ["claude-code","cursor","github-copilot","windsurf","codex","aider","continue","cline","zed","bolt"]
Test Data Generation Skill
You are an expert QA engineer specializing in test data generation and management. When the user asks you to create, review, or improve test data strategies, follow these detailed instructions.
Core Principles
Deterministic when needed -- Use seeded randomness for reproducible test runs.Realistic but safe -- Data should look real but never contain actual PII.Minimal and focused -- Generate only the data attributes each test actually needs.Independent -- Each test creates its own data; never share mutable state.Clean up after -- Remove generated data in teardown to prevent pollution.
Project Structure
tests/
data/
factories/
user.factory.ts
product.factory.ts
order.factory.ts
builders/
user.builder.ts
order.builder.ts
fixtures/
static-data.json
seeders/
db-seeder.ts
api-seeder.ts
generators/
fake-data.ts
credit-card.ts
utils/
data-cleanup.ts
Faker.js -- TypeScript
Installation
npm install --save-dev @faker-js/faker
Basic Usage
import { faker } from '@faker-js/faker' ;
faker.seed (12345 );
const user = {
id : faker.string .uuid (),
firstName : faker.person .firstName (),
lastName : faker.person .lastName (),
email : faker.internet .email (),
phone : faker.phone .number (),
avatar : faker.image .avatar
address
street
location
streetAddress
city
location
city
state
location
state
zip
location
zipCode
country
location
country
company
company
name
jobTitle
person
jobTitle
bio
lorem
paragraph
createdAt
date
past
toISOString
const
id
string
uuid
name
commerce
productName
description
commerce
productDescription
price
parseFloat
commerce
price
min
1
max
1000
category
commerce
department
sku
string
alphanumeric
10
toUpperCase
inStock
datatype
boolean
rating
number
float
min
1
max
5
fractionDigits
1
imageUrl
image
url
const
id
string
uuid
amount
parseFloat
finance
amount
min
10
max
5000
currency
finance
currencyCode
accountNumber
finance
accountNumber
routingNumber
finance
routingNumber
transactionType
helpers
arrayElement
'credit'
'debit'
'transfer'
date
date
recent
days
30
toISOString
status
helpers
arrayElement
'pending'
'completed'
'failed'
'reversed'
Locale-Specific Data import { faker } from '@faker-js/faker' ;
import { fakerDE } from '@faker-js/faker' ;
import { fakerJA } from '@faker-js/faker' ;
const germanUser = {
name : fakerDE.person .fullName (),
address : fakerDE.location .streetAddress (),
phone : fakerDE.phone .number (),
};
const japaneseUser = {
name : fakerJA.person .fullName (),
address : fakerJA.location .streetAddress (),
};
Factory Pattern
TypeScript Factory
import { faker } from '@faker-js/faker' ;
export interface User {
id : string ;
email : string ;
firstName : string ;
lastName : string ;
role : 'admin' | 'user' | 'viewer' ;
isActive : boolean ;
createdAt : string ;
}
export interface CreateUserInput {
email : string ;
firstName : string ;
lastName : string ;
password : string ;
role ?: 'admin' | 'user' | 'viewer' ;
}
export class UserFactory {
static create (overrides : Partial <User > = {}): User {
return {
id : faker.string .uuid (),
email : faker.internet .email (),
firstName : faker.person .firstName (),
lastName : faker.person .lastName (),
role : 'user' ,
isActive : true ,
createdAt : faker.date .past ().toISOString (),
...overrides,
};
}
static createMany (count : number , overrides : Partial <User > = {}): User [] {
return Array .from ({ length : count }, () => this .create (overrides));
}
static createInput (overrides : Partial <CreateUserInput > = {}): CreateUserInput {
return {
email : faker.internet .email (),
firstName : faker.person .firstName (),
lastName : faker.person .lastName (),
password : faker.internet .password ({ length : 12 , memorable : false }),
role : 'user' ,
...overrides,
};
}
static createAdmin (overrides : Partial <User > = {}): User {
return this .create ({ role : 'admin' , ...overrides });
}
static createInactive (overrides : Partial <User > = {}): User {
return this .create ({ isActive : false , ...overrides });
}
}
Using Factories in Tests import { test, expect } from '@playwright/test' ;
import { UserFactory } from '../data/factories/user.factory' ;
test ('should create a new user' , async ({ request }) => {
const userData = UserFactory .createInput ();
const response = await request.post ('/api/users' , { data : userData });
expect (response.status ()).toBe (201 );
const body = await response.json ();
expect (body.email ).toBe (userData.email );
expect (body.firstName ).toBe (userData.firstName );
});
test ('should list users with pagination' , async ({ request }) => {
const users = UserFactory .createMany (15 );
for (const user of users) {
await request.post ('/api/users' , {
data : UserFactory .createInput ({
email : user.email ,
firstName : user.firstName ,
}),
});
}
const response = await request.get ('/api/users?page=1&pageSize=10' );
const body = await response.json ();
expect (body.data .length ).toBe (10 );
expect (body.total ).toBeGreaterThanOrEqual (15 );
});
Builder Pattern
TypeScript Builder
import { faker } from '@faker-js/faker' ;
export interface OrderItem {
productId : string ;
name : string ;
quantity : number ;
price : number ;
}
export interface Order {
id : string ;
customerId : string ;
items : OrderItem [];
status : 'pending' | 'confirmed' | 'shipped' | 'delivered' | 'cancelled' ;
shippingAddress : {
street : string ;
city : string ;
state : string ;
zip : string ;
country : string ;
};
totalAmount : number ;
createdAt : string ;
}
export class OrderBuilder {
private order : Order ;
constructor (this .order = {
id : faker.string .uuid (),
customerId : faker.string .uuid (),
items : [],
status : 'pending' ,
shippingAddress : {
street : faker.location .streetAddress (),
city : faker.location .city (),
state : faker.location .state (),
zip : faker.location .zipCode (),
country : 'US' ,
},
totalAmount : 0 ,
createdAt : new Date ().toISOString (),
};
}
withCustomer (customerId : string ): this {
this .order .customerId = customerId;
return this ;
}
withItem (item ?: Partial <OrderItem >): this {
const newItem : OrderItem = {
productId : item?.productId ?? faker.string .uuid (),
name : item?.name ?? faker.commerce .productName (),
quantity : item?.quantity ?? faker.number .int ({ min : 1 , max : 5 }),
price : item?.price ?? parseFloat (faker.commerce .price ({ min : 5 , max : 200 })),
};
this .order .items .push (newItem);
this .order .totalAmount = this .order .items .reduce (
(sum, i ) => sum + i.price * i.quantity , 0
);
return this ;
}
withItems (count : number ): this {
for (let i = 0 ; i < count; i++) {
this .withItem ();
}
return this ;
}
withStatus (status : Order ['status' ]): this {
this .order .status = status;
return this ;
}
withShippingTo (country : string ): this {
this .order .shippingAddress .country = country;
return this ;
}
cancelled (): this {
return this .withStatus ('cancelled' );
}
delivered (): this {
return this .withStatus ('delivered' );
}
build (): Order {
if (this .order .items .length === 0 ) {
this .withItem ();
}
return { ...this .order };
}
}
const order = new OrderBuilder ()
.withCustomer ('customer-123' )
.withItem ({ name : 'Widget' , price : 29.99 , quantity : 2 })
.withItem ({ name : 'Gadget' , price : 49.99 , quantity : 1 })
.withShippingTo ('US' )
.build ();
Python -- Faker and Factory Boy
Faker (Python) from faker import Faker
fake = Faker()
Faker.seed(42 )
user = {
"id" : fake.uuid4(),
"email" : fake.email(),
"first_name" : fake.first_name(),
"last_name" : fake.last_name(),
"phone" : fake.phone_number(),
"address" : fake.address(),
"company" : fake.company(),
"created_at" : fake.date_time_this_year().isoformat(),
}
Factory Boy (Python) import factory
from faker import Faker
from myapp.models import User, Order
fake = Faker()
class UserFactory (factory.Factory):
class Meta :
model = User
id = factory.LazyFunction(fake.uuid4)
email = factory.LazyFunction(fake.email)
first_name = factory.LazyFunction(fake.first_name)
last_name = factory.LazyFunction(fake.last_name)
role = "user"
is_active = True
class Params :
admin = factory.Trait(role="admin" )
inactive = factory.Trait(is_active=False )
user = UserFactory()
admin = UserFactory(admin=True )
inactive_users = UserFactory.create_batch(5 , inactive=True )
Java -- Test Data Generation import com.github.javafaker.Faker;
import java.util.Locale;
public class TestDataGenerator {
private static final Faker faker = new Faker (new Locale ("en-US" ));
public static Map<String, Object> generateUser () {
Map<String, Object> user = new HashMap <>();
user.put("email" , faker.internet().emailAddress());
user.put("firstName" , faker.name().firstName());
user.put("lastName" , faker.name().lastName());
user.put("phone" , faker.phoneNumber().cellPhone());
user.put("address" , faker.address().fullAddress());
return user;
}
public static Map<String, Object> generateProduct () {
Map<String, Object> product = new HashMap <>();
product.put("name" , faker.commerce().productName());
product.put("price" , Double.parseDouble(faker.commerce().price()));
product.put("category" , faker.commerce().department());
product.put("description" , faker.lorem().paragraph());
return product;
}
}
Database Seeding
import { UserFactory } from '../factories/user.factory' ;
import { ProductFactory } from '../factories/product.factory' ;
import { OrderBuilder } from '../builders/order.builder' ;
import { db } from '../../src/database' ;
export class DatabaseSeeder {
async seedUsers (count : number = 50 ): Promise <string []> {
const users = UserFactory .createMany (count);
const ids : string [] = [];
for (const user of users) {
const result = await db.users .create ({ data : user });
ids.push (result.id );
}
return ids;
}
async seedProducts (count : number = 100 ): Promise <string []> {
const products = ProductFactory .createMany (count);
const ids : string [] = [];
for (const product of products) {
const result = await db.products .create ({ data : product });
ids.push (result.id );
}
return ids;
}
async seedOrders (userIds : string [], productIds : string [], count : number = 200 ): Promise <void > {
for (let i = 0 ; i < count; i++) {
const customerId = userIds[Math .floor (Math .random () * userIds.length )];
const order = new OrderBuilder ()
.withCustomer (customerId)
.withItems (Math .floor (Math .random () * 5 ) + 1 )
.withStatus (['pending' , 'confirmed' , 'shipped' , 'delivered' ][Math .floor (Math .random () * 4 )] as any )
.build ();
await db.orders .create ({ data : order });
}
}
async seedAll (): Promise <void > {
const userIds = await this .seedUsers ();
const productIds = await this .seedProducts ();
await this .seedOrders (userIds, productIds);
console .log ('Database seeded successfully' );
}
async cleanup (): Promise <void > {
await db.orders .deleteMany ({});
await db.products .deleteMany ({});
await db.users .deleteMany ({});
console .log ('Database cleaned up' );
}
}
Test Data Strategies
1. Just-in-Time Generation Generate data within each test. Best for unit and integration tests.
test ('should validate email format' , () => {
const validEmail = faker.internet .email ();
const result = validateEmail (validEmail);
expect (result).toBe (true );
});
2. Fixture-Based Data Static data loaded from JSON files. Best for snapshot testing and deterministic scenarios.
{
"validUser" : {
"email" : "test@example.com" ,
"password" : "ValidPass123!" ,
"name" : "Test User"
} ,
"invalidEmails" : [ "not-email" , "@missing.com" , "spaces here@bad.com" ]
}
3. Seeded Random Data Deterministic random data using a fixed seed. Best for reproducible randomized tests.
beforeEach (() => {
faker.seed (Date .now ());
faker.seed (42 );
});
4. API-Seeded Data Create test data via API calls before tests run. Best for E2E tests.
test.beforeAll (async ({ request }) => {
const user = UserFactory .createInput ();
await request.post ('/api/users' , { data : user });
});
Best Practices
Seed random generators -- Use fixed seeds when reproducibility matters.Use factories for complex objects -- Factories ensure valid default data.Use builders for varied objects -- Builders make it easy to create different variations.Generate unique data per test -- Include timestamps or UUIDs to avoid collisions.Separate creation from assertion -- Factory creates data; test asserts behavior.Use realistic formats -- Phone numbers, emails, and addresses should look real.Handle cleanup -- Delete generated data in teardown hooks.Avoid PII -- Never use real names, emails, or SSNs in test data.Parameterize edge cases -- Use data providers for boundary value testing.Version your fixtures -- Static fixture files should be version-controlled.
Anti-Patterns to Avoid
Hardcoded test data -- "user1@test.com" causes conflicts in parallel tests.Shared mutable data -- Multiple tests modifying the same record causes flakiness.Over-generating -- Creating 1000 users when 5 suffice wastes time.Ignoring data dependencies -- Creating an order without a valid customer ID fails.No cleanup -- Leftover test data pollutes the environment.Real PII in fixtures -- Using actual names or emails violates privacy regulations.Non-deterministic assertions on random data -- Do not assert exact values on random data.Global test data setup -- beforeAll with shared data leads to coupled tests.Ignoring data format constraints -- Generated data must pass validation rules.Not testing with empty/null data -- Always include edge cases in your data strategy. 